Pandas Profiling Report

Dataset statistics

Number of variables	46
Number of observations	538624
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	123.0 MiB
Average record size in memory	239.4 B

Variable types

Numeric	13
Categorical	32
DateTime	1

Alerts

`BoolBridle` has constant value "0"	Constant
`Material_Flexible Polyvinyl Chloride` has constant value "0"	Constant
`Town` has a high cardinality: 1548 distinct values	High cardinality
`Risk_S*I/Inspections` is highly overall correlated with `leakage_estimate_factor` and 4 other fields	High correlation
`leakage_estimate_factor` is highly overall correlated with `Risk_S*I/Inspections` and 2 other fields	High correlation
`Risk_SI` is highly overall correlated with `Risk_SI/Inspections` and 3 other fields	High correlation
`Length` is highly overall correlated with `NumConnections`	High correlation
`Pressure` is highly overall correlated with `Material_Acrylonitrile-Butadiene-Styrene` and 1 other fields	High correlation
`NumConnections` is highly overall correlated with `Length`	High correlation
`TownCount` is highly overall correlated with `Province` and 1 other fields	High correlation
`No_Incidents` is highly overall correlated with `Risk_S*I/Inspections` and 2 other fields	High correlation
`Severity` is highly overall correlated with `Risk_S*I/Inspections` and 1 other fields	High correlation
`Incidence` is highly overall correlated with `Risk_S*I/Inspections` and 4 other fields	High correlation
`Province` is highly overall correlated with `TownCount` and 9 other fields	High correlation
`Autonomía_Andalucía` is highly overall correlated with `Province`	High correlation
`Autonomía_Aragón` is highly overall correlated with `Province`	High correlation
`Autonomía_Castilla y León` is highly overall correlated with `Province`	High correlation
`Autonomía_Castilla-La Mancha` is highly overall correlated with `Province`	High correlation
`Autonomía_Cataluña` is highly overall correlated with `Province`	High correlation
`Autonomía_Comunidad Valenciana` is highly overall correlated with `Province`	High correlation
`Autonomía_Galicia` is highly overall correlated with `Province`	High correlation
`Autonomía_Madrid (Comunidad de)` is highly overall correlated with `TownCount` and 1 other fields	High correlation
`Autonomía_Rioja (La)` is highly overall correlated with `Province`	High correlation
`Material_Acrylonitrile-Butadiene-Styrene` is highly overall correlated with `Pressure` and 1 other fields	High correlation
`Material_Polyethylene` is highly overall correlated with `Pressure` and 1 other fields	High correlation
`No_Incidents` is highly imbalanced (97.0%)	Imbalance
`Severity` is highly imbalanced (98.6%)	Imbalance
`Incidence` is highly imbalanced (97.5%)	Imbalance
`NumConnectionsUnder` is highly imbalanced (99.8%)	Imbalance
`gas_natural` is highly imbalanced (78.1%)	Imbalance
`Autonomía_Andalucía` is highly imbalanced (53.5%)	Imbalance
`Autonomía_Aragón` is highly imbalanced (97.6%)	Imbalance
`Autonomía_Balears (Illes)` is highly imbalanced (97.6%)	Imbalance
`Autonomía_Castilla y León` is highly imbalanced (53.1%)	Imbalance
`Autonomía_Castilla-La Mancha` is highly imbalanced (68.7%)	Imbalance
`Autonomía_Extremadura` is highly imbalanced (99.2%)	Imbalance
`Autonomía_Galicia` is highly imbalanced (59.9%)	Imbalance
`Autonomía_Madrid (Comunidad de)` is highly imbalanced (61.9%)	Imbalance
`Autonomía_Navarra (Comunidad Foral de)` is highly imbalanced (99.6%)	Imbalance
`Autonomía_Rioja (La)` is highly imbalanced (90.3%)	Imbalance
`Material_Acrylonitrile-Butadiene-Styrene` is highly imbalanced (52.4%)	Imbalance
`Material_Copper` is highly imbalanced (94.7%)	Imbalance
`Material_Fiberglass` is highly imbalanced (> 99.9%)	Imbalance
`Material_Fiberglass-Reinforced Plastic` is highly imbalanced (82.6%)	Imbalance
`Material_Flexible Polyolefin` is highly imbalanced (> 99.9%)	Imbalance
`Material_Polyamide` is highly imbalanced (> 99.9%)	Imbalance
`Material_Polypropylene` is highly imbalanced (91.3%)	Imbalance
`Material_Polyvinylidene Fluoride` is highly imbalanced (> 99.9%)	Imbalance
`Material_Zinc-Coated Steel` is highly imbalanced (98.6%)	Imbalance
`Length` is highly skewed (γ1 = 108.8647578)	Skewed
`Risk_S*I/Inspections` has 534280 (99.2%) zeros	Zeros
`leakage_estimate_factor` has 534327 (99.2%) zeros	Zeros
`Risk_S*I` has 534280 (99.2%) zeros	Zeros
`NumConnections` has 355408 (66.0%) zeros	Zeros

Reproduction

Analysis started	2023-02-13 01:51:19.147263
Analysis finished	2023-02-13 01:53:04.370154
Duration	1 minute and 45.22 seconds
Software version	pandas-profiling v3.6.6
Download configuration	config.json

PipeId
Real number (ℝ)

Distinct	536806
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.9159698 × 10⁸

Minimum	489616
Maximum	4.5119541 × 10⁸
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	8.2 MiB

Quantile statistics

Minimum	489616
5-th percentile	8953335.2
Q1	56553179
median	1.8992081 × 10⁸
Q3	2.9710674 × 10⁸
95-th percentile	4.062379 × 10⁸
Maximum	4.5119541 × 10⁸
Range	4.5070579 × 10⁸
Interquartile range (IQR)	2.4055356 × 10⁸

Descriptive statistics

Standard deviation	1.2235306 × 10⁸
Coefficient of variation (CV)	0.63859598
Kurtosis	-0.96361961
Mean	1.9159698 × 10⁸
Median Absolute Deviation (MAD)	1.0988686 × 10⁸
Skewness	0.067395222
Sum	1.0319873 × 10¹⁴
Variance	1.4970272 × 10¹⁶
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
189590185	2	< 0.1%
26715614	2	< 0.1%
48454355	2	< 0.1%
48454220	2	< 0.1%
2225237	2	< 0.1%
189633271	2	< 0.1%
189633278	2	< 0.1%
189590664	2	< 0.1%
189633243	2	< 0.1%
189702067	2	< 0.1%
Other values (536796)	538604	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
489616	1	< 0.1%
489645	1	< 0.1%
489646	1	< 0.1%
490306	1	< 0.1%
490308	1	< 0.1%
490310	1	< 0.1%
490347	1	< 0.1%
490349	1	< 0.1%
490351	1	< 0.1%
490355	1	< 0.1%

Value	Count	Frequency (%)
451195406	1	< 0.1%
451195364	1	< 0.1%
451195194	1	< 0.1%
451195177	1	< 0.1%
451194745	1	< 0.1%
451194115	1	< 0.1%
451194098	1	< 0.1%
451193984	1	< 0.1%
451193967	1	< 0.1%
451181923	1	< 0.1%

Inspections
Real number (ℝ)

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.4097292

Minimum	1
Maximum	11
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	8.2 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	3
median	5
Q3	5
95-th percentile	6
Maximum	11
Range	10
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.4986212
Coefficient of variation (CV)	0.33984427
Kurtosis	-0.30269728
Mean	4.4097292
Median Absolute Deviation (MAD)	1
Skewness	-0.83153858
Sum	2375186
Variance	2.2458656
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
5	215064	39.9%
6	126841	23.5%
3	56720	10.5%
2	53680	10.0%
4	52828	9.8%
1	30832	5.7%
7	2429	0.5%
10	93	< 0.1%
8	76	< 0.1%
11	33	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	30832	5.7%
2	53680	10.0%
3	56720	10.5%
4	52828	9.8%
5	215064	39.9%
6	126841	23.5%
7	2429	0.5%
8	76	< 0.1%
9	28	< 0.1%
10	93	< 0.1%

Value	Count	Frequency (%)
11	33	< 0.1%
10	93	< 0.1%
9	28	< 0.1%
8	76	< 0.1%
7	2429	0.5%
6	126841	23.5%
5	215064	39.9%
4	52828	9.8%
3	56720	10.5%
2	53680	10.0%

No_Incidents
Categorical

HIGH CORRELATION IMBALANCE

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.2 MiB

0	534280
1	4052
2	273
3	18
5	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	538624
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	534280	99.2%
1	4052	0.8%
2	273	0.1%
3	18	< 0.1%
5	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	534280	99.2%
1	4052	0.8%
2	273	0.1%
3	18	< 0.1%
5	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	534280	99.2%
1	4052	0.8%
2	273	0.1%
3	18	< 0.1%
5	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	538624	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	534280	99.2%
1	4052	0.8%
2	273	0.1%
3	18	< 0.1%
5	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	538624	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	534280	99.2%
1	4052	0.8%
2	273	0.1%
3	18	< 0.1%
5	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	538624	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	534280	99.2%
1	4052	0.8%
2	273	0.1%
3	18	< 0.1%
5	1	< 0.1%

Risk_S*I/Inspections
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	38
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.010056002

Minimum	0
Maximum	3
Zeros	534280
Zeros (%)	99.2%
Negative	0
Negative (%)	0.0%
Memory size	8.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	3
Range	3
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.13004314
Coefficient of variation (CV)	12.931894
Kurtosis	312.38262
Mean	0.010056002
Median Absolute Deviation (MAD)	0
Skewness	16.449343
Sum	5416.4038
Variance	0.016911219
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=38)

Value	Count	Frequency (%)
0	534280	99.2%
0.76	732	0.1%
0.6388888889	701	0.1%
1.75	592	0.1%
1.222222222	542	0.1%
3	469	0.1%
0.72	238	< 0.1%
0.9375	182	< 0.1%
0.6111111111	166	< 0.1%
0.68	112	< 0.1%
Other values (28)	610	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	534280	99.2%
0.37	1	< 0.1%
0.4074074074	1	< 0.1%
0.5306122449	2	< 0.1%
0.5510204082	21	< 0.1%
0.5833333333	101	< 0.1%
0.6111111111	166	< 0.1%
0.6388888889	701	0.1%
0.68	112	< 0.1%
0.72	238	< 0.1%

Value	Count	Frequency (%)
3	469	0.1%
2.5	5	< 0.1%
2.4375	5	< 0.1%
2.222222222	52	< 0.1%
2.04	2	< 0.1%
2	99	< 0.1%
1.8	1	< 0.1%
1.777777778	3	< 0.1%
1.75	592	0.1%
1.625	4	< 0.1%

leakage_estimate_factor
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	216
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1118042

Minimum	0
Maximum	84
Zeros	534327
Zeros (%)	99.2%
Negative	0
Negative (%)	0.0%
Memory size	8.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	84
Range	84
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.4870354
Coefficient of variation (CV)	13.300353
Kurtosis	448.57466
Mean	0.1118042
Median Absolute Deviation (MAD)	0
Skewness	18.53478
Sum	60220.427
Variance	2.2112742
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	534327	99.2%
9.12	436	0.1%
21	297	0.1%
7.027777778	294	0.1%
36	199	< 0.1%
7.666666667	183	< 0.1%
8.64	178	< 0.1%
9.5	159	< 0.1%
14.66666667	158	< 0.1%
7.347222222	109	< 0.1%
Other values (206)	2284	0.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	534327	99.2%
0.5	1	< 0.1%
1	1	< 0.1%
1.5	7	< 0.1%
2	1	< 0.1%
2.25	1	< 0.1%
2.625	1	< 0.1%
3	5	< 0.1%
3.5	1	< 0.1%
3.666666667	1	< 0.1%

Value	Count	Frequency (%)
84	2	< 0.1%
77	1	< 0.1%
72	2	< 0.1%
71.25	1	< 0.1%
64.75	2	< 0.1%
64.5	1	< 0.1%
63.875	1	< 0.1%
63	4	< 0.1%
60	1	< 0.1%
58.5	1	< 0.1%

InspectionDay
Categorical

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.2 MiB

Tuesday	112077
Wednesday	110227
Monday	106165
Thursday	101448
Friday	85577
Other values (2)	23130

Length

Max length	9
Median length	8
Mean length	7.257185
Min length	6

Characters and Unicode

Total characters	3908894
Distinct characters	17
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Thursday
2nd row	Thursday
3rd row	Thursday
4th row	Thursday
5th row	Thursday

Common Values

Value	Count	Frequency (%)
Tuesday	112077	20.8%
Wednesday	110227	20.5%
Monday	106165	19.7%
Thursday	101448	18.8%
Friday	85577	15.9%
Saturday	15748	2.9%
Sunday	7382	1.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
tuesday	112077	20.8%
wednesday	110227	20.5%
monday	106165	19.7%
thursday	101448	18.8%
friday	85577	15.9%
saturday	15748	2.9%
sunday	7382	1.4%

Most occurring characters

Value	Count	Frequency (%)
d	648851	16.6%
a	554372	14.2%
y	538624	13.8%
e	332531	8.5%
s	323752	8.3%
u	236655	6.1%
n	223774	5.7%
T	213525	5.5%
r	202773	5.2%
W	110227	2.8%
Other values (7)	523810	13.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	3370270	86.2%
Uppercase Letter	538624	13.8%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
d	648851	19.3%
a	554372	16.4%
y	538624	16.0%
e	332531	9.9%
s	323752	9.6%
u	236655	7.0%
n	223774	6.6%
r	202773	6.0%
o	106165	3.2%
h	101448	3.0%
Other values (2)	101325	3.0%

Uppercase Letter

Value	Count	Frequency (%)
T	213525	39.6%
W	110227	20.5%
M	106165	19.7%
F	85577	15.9%
S	23130	4.3%

Most occurring scripts

Value	Count	Frequency (%)
Latin	3908894	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
d	648851	16.6%
a	554372	14.2%
y	538624	13.8%
e	332531	8.5%
s	323752	8.3%
u	236655	6.1%
n	223774	5.7%
T	213525	5.5%
r	202773	5.2%
W	110227	2.8%
Other values (7)	523810	13.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3908894	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
d	648851	16.6%
a	554372	14.2%
y	538624	13.8%
e	332531	8.5%
s	323752	8.3%
u	236655	6.1%
n	223774	5.7%
T	213525	5.5%
r	202773	5.2%
W	110227	2.8%
Other values (7)	523810	13.4%

InspectionYear
Real number (ℝ)

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2019.4662

Minimum	2010
Maximum	2021
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	8.2 MiB

Quantile statistics

Minimum	2010
5-th percentile	2016
Q1	2020
median	2020
Q3	2020
95-th percentile	2020
Maximum	2021
Range	11
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.3966583
Coefficient of variation (CV)	0.00069159775
Kurtosis	11.300656
Mean	2019.4662
Median Absolute Deviation (MAD)	0
Skewness	-3.2743138
Sum	1.0877329 × 10⁹
Variance	1.9506543
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
2020	429528	79.7%
2019	40210	7.5%
2018	27275	5.1%
2017	11758	2.2%
2016	8982	1.7%
2014	5638	1.0%
2015	5545	1.0%
2013	5366	1.0%
2012	2033	0.4%
2021	1445	0.3%
Other values (2)	844	0.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2010	46	< 0.1%
2011	798	0.1%
2012	2033	0.4%
2013	5366	1.0%
2014	5638	1.0%
2015	5545	1.0%
2016	8982	1.7%
2017	11758	2.2%
2018	27275	5.1%
2019	40210	7.5%

Value	Count	Frequency (%)
2021	1445	0.3%
2020	429528	79.7%
2019	40210	7.5%
2018	27275	5.1%
2017	11758	2.2%
2016	8982	1.7%
2015	5545	1.0%
2014	5638	1.0%
2013	5366	1.0%
2012	2033	0.4%

InspectionDate
Date

Distinct	2944
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	8.2 MiB

Minimum	2010-10-01 00:00:00
Maximum	2020-12-31 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

MonthsLastRev
Real number (ℝ)

Distinct	116
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.557099

Minimum	0
Maximum	121
Zeros	705
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	8.2 MiB

Quantile statistics

Minimum	0
5-th percentile	22
Q1	24
median	24
Q3	24
95-th percentile	48
Maximum	121
Range	121
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	7.8095055
Coefficient of variation (CV)	0.30557089
Kurtosis	24.23241
Mean	25.557099
Median Absolute Deviation (MAD)	0
Skewness	4.2310541
Sum	13765667
Variance	60.988376
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
24	323355	60.0%
25	63351	11.8%
23	54903	10.2%
22	27368	5.1%
48	19823	3.7%
21	9050	1.7%
26	8606	1.6%
49	3491	0.6%
47	3232	0.6%
19	2186	0.4%
Other values (106)	23259	4.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	705	0.1%
1	15	< 0.1%
2	29	< 0.1%
3	161	< 0.1%
4	107	< 0.1%
5	248	< 0.1%
6	195	< 0.1%
7	152	< 0.1%
8	180	< 0.1%
9	437	0.1%

Value	Count	Frequency (%)
121	4	< 0.1%
120	3	< 0.1%
119	3	< 0.1%
118	2	< 0.1%
116	2	< 0.1%
115	1	< 0.1%
114	2	< 0.1%
113	1	< 0.1%
111	8	< 0.1%
109	2	< 0.1%

Risk_S*I
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	37
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.030207975

Minimum	0
Maximum	15
Zeros	534280
Zeros (%)	99.2%
Negative	0
Negative (%)	0.0%
Memory size	8.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	15
Range	15
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3468928
Coefficient of variation (CV)	11.483484
Kurtosis	179.48474
Mean	0.030207975
Median Absolute Deviation (MAD)	0
Skewness	12.567627
Sum	16270.74
Variance	0.12033462
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=37)

Value	Count	Frequency (%)
0	534280	99.2%
3.8	732	0.1%
3.5	701	0.1%
3.833333333	701	0.1%
3.666666667	646	0.1%
3	484	0.1%
3.6	238	< 0.1%
3.75	182	< 0.1%
3.4	112	< 0.1%
2	98	< 0.1%
Other values (27)	450	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	534280	99.2%
1	56	< 0.1%
2	98	< 0.1%
2.5	18	< 0.1%
3	484	0.1%
3.25	22	< 0.1%
3.333333333	40	< 0.1%
3.4	112	< 0.1%
3.5	701	0.1%
3.6	238	< 0.1%

Value	Count	Frequency (%)
15	1	< 0.1%
10.5	3	< 0.1%
10.2	2	< 0.1%
9.75	5	< 0.1%
9	7	< 0.1%
7.8	1	< 0.1%
7.428571429	1	< 0.1%
7.333333333	63	< 0.1%
7.2	33	< 0.1%
7	33	< 0.1%

Severity
Categorical

HIGH CORRELATION IMBALANCE

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.2 MiB

4	537298
3	988
2	239
1	99

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	538624
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	4
2nd row	4
3rd row	4
4th row	4
5th row	4

Common Values

Value	Count	Frequency (%)
4	537298	99.8%
3	988	0.2%
2	239	< 0.1%
1	99	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
4	537298	99.8%
3	988	0.2%
2	239	< 0.1%
1	99	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
4	537298	99.8%
3	988	0.2%
2	239	< 0.1%
1	99	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	538624	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
4	537298	99.8%
3	988	0.2%
2	239	< 0.1%
1	99	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	538624	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
4	537298	99.8%
3	988	0.2%
2	239	< 0.1%
1	99	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	538624	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
4	537298	99.8%
3	988	0.2%
2	239	< 0.1%
1	99	< 0.1%

Incidence
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.2 MiB

0	537298
1	1326

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	538624
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	537298	99.8%
1	1326	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	537298	99.8%
1	1326	0.2%

Most occurring characters

Value	Count	Frequency (%)
0	537298	99.8%
1	1326	0.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	538624	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	537298	99.8%
1	1326	0.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	538624	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	537298	99.8%
1	1326	0.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	538624	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	537298	99.8%
1	1326	0.2%

YearBuilt
Real number (ℝ)

Distinct	86
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2002.6969

Minimum	1901
Maximum	2050
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	8.2 MiB

Quantile statistics

Minimum	1901
5-th percentile	1986
Q1	1999
median	2004
Q3	2009
95-th percentile	2016
Maximum	2050
Range	149
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	11.971783
Coefficient of variation (CV)	0.0059778309
Kurtosis	23.422184
Mean	2002.6969
Median Absolute Deviation (MAD)	5
Skewness	-3.5221777
Sum	1.0787006 × 10⁹
Variance	143.3236
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2002	30483	5.7%
2004	28834	5.4%
2003	27399	5.1%
2008	26291	4.9%
2005	25599	4.8%
2001	24696	4.6%
2006	24198	4.5%
2009	24024	4.5%
2007	23769	4.4%
2016	21601	4.0%
Other values (76)	281730	52.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1901	2299	0.4%
1920	1	< 0.1%
1925	1	< 0.1%
1927	2	< 0.1%
1928	1	< 0.1%
1929	3	< 0.1%
1930	7	< 0.1%
1936	2	< 0.1%
1938	1	< 0.1%
1940	1	< 0.1%

Value	Count	Frequency (%)
2050	4	< 0.1%
2022	15	< 0.1%
2021	78	< 0.1%
2020	1174	0.2%
2019	3254	0.6%
2018	4665	0.9%
2017	6671	1.2%
2016	21601	4.0%
2015	18003	3.3%
2014	13988	2.6%

Diameter
Real number (ℝ)

Distinct	60
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	116.39431

Minimum	10
Maximum	609.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	8.2 MiB

Quantile statistics

Minimum	10
5-th percentile	50.8
Q1	63
median	110
Q3	160
95-th percentile	203.2
Maximum	609.6
Range	599.6
Interquartile range (IQR)	97

Descriptive statistics

Standard deviation	58.249309
Coefficient of variation (CV)	0.50044808
Kurtosis	4.5138646
Mean	116.39431
Median Absolute Deviation (MAD)	47
Skewness	1.5273333
Sum	62692768
Variance	3392.9819
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
110	129572	24.1%
63	102376	19.0%
90	96497	17.9%
160	65108	12.1%
200	47302	8.8%
40	16795	3.1%
152.4	13077	2.4%
101.6	9911	1.8%
203.2	9408	1.7%
50.8	6566	1.2%
Other values (50)	42012	7.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10	17	< 0.1%
11	22	< 0.1%
12	301	0.1%
12.7	2	< 0.1%
13	13	< 0.1%
14	20	< 0.1%
15	1139	0.2%
16	144	< 0.1%
18	2	< 0.1%
19	794	0.1%

Value	Count	Frequency (%)
609.6	112	< 0.1%
558.8	11	< 0.1%
508	330	0.1%
500	2	< 0.1%
457.2	24	< 0.1%
406.4	1606	0.3%
400	30	< 0.1%
355.6	261	< 0.1%
355	3	< 0.1%
350	16	< 0.1%

Length
Real number (ℝ)

HIGH CORRELATION SKEWED

Distinct	131598
Distinct (%)	24.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	34.274663

Minimum	0
Maximum	26100.943
Zeros	4
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	8.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0.5
Q1	2.004
median	10.504
Q3	40.50025
95-th percentile	134.3094
Maximum	26100.943
Range	26100.943
Interquartile range (IQR)	38.49625

Descriptive statistics

Standard deviation	86.10019
Coefficient of variation (CV)	2.5120653
Kurtosis	31237.541
Mean	34.274663
Median Absolute Deviation (MAD)	9.63
Skewness	108.86476
Sum	18461156
Variance	7413.2428
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	6647	1.2%
0.5	6246	1.2%
1.002	2502	0.5%
2	2440	0.5%
1.001	1972	0.4%
0.3	1568	0.3%
0.501	1507	0.3%
1.003	1445	0.3%
0.8	1439	0.3%
0.4	1389	0.3%
Other values (131588)	511469	95.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4	< 0.1%
0.005	9	< 0.1%
0.006	9	< 0.1%
0.007	7	< 0.1%
0.008	15	< 0.1%
0.009	14	< 0.1%
0.01	30	< 0.1%
0.011	13	< 0.1%
0.012	9	< 0.1%
0.013	15	< 0.1%

Value	Count	Frequency (%)
26100.943	1	< 0.1%
26030.149	1	< 0.1%
7291.366	1	< 0.1%
4738.89	1	< 0.1%
4690.917	1	< 0.1%
4322.733	1	< 0.1%
4308.87	1	< 0.1%
3776.983	1	< 0.1%
3706.524	1	< 0.1%
3504.288	1	< 0.1%

Pressure
Real number (ℝ)

Distinct	20
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.6150839

Minimum	0.025
Maximum	80
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	8.2 MiB

Quantile statistics

Minimum	0.025
5-th percentile	0.025
Q1	0.15
median	0.15
Q3	4
95-th percentile	16
Maximum	80
Range	79.975
Interquartile range (IQR)	3.85

Descriptive statistics

Standard deviation	8.3253149
Coefficient of variation (CV)	2.3029382
Kurtosis	28.484064
Mean	3.6150839
Median Absolute Deviation (MAD)	0.125
Skewness	4.9334775
Sum	1947171
Variance	69.310868
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
4	161618	30.0%
0.15	143140	26.6%
0.025	75069	13.9%
0.1	51769	9.6%
16	31790	5.9%
0.4	20779	3.9%
1.7	20408	3.8%
5	16372	3.0%
49.5	8276	1.5%
0.05	2693	0.5%
Other values (10)	6710	1.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.025	75069	13.9%
0.05	2693	0.5%
0.1	51769	9.6%
0.15	143140	26.6%
0.4	20779	3.9%
1.7	20408	3.8%
2	1508	0.3%
4	161618	30.0%
5	16372	3.0%
10	1006	0.2%

Value	Count	Frequency (%)
80	648	0.1%
72	340	0.1%
59.5	1057	0.2%
49.5	8276	1.5%
45	1232	0.2%
40	234	< 0.1%
36	135	< 0.1%
25	25	< 0.1%
16	31790	5.9%
12	525	0.1%

NumConnections
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	54
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.84908025

Minimum	0
Maximum	83
Zeros	355408
Zeros (%)	66.0%
Negative	0
Negative (%)	0.0%
Memory size	8.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	4
Maximum	83
Range	83
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	2.0248212
Coefficient of variation (CV)	2.384723
Kurtosis	63.635289
Mean	0.84908025
Median Absolute Deviation (MAD)	0
Skewness	5.8037013
Sum	457335
Variance	4.0999008
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	355408	66.0%
1	93773	17.4%
2	37165	6.9%
3	17871	3.3%
4	10898	2.0%
5	6558	1.2%
6	4505	0.8%
7	3021	0.6%
8	2238	0.4%
9	1608	0.3%
Other values (44)	5579	1.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	355408	66.0%
1	93773	17.4%
2	37165	6.9%
3	17871	3.3%
4	10898	2.0%
5	6558	1.2%
6	4505	0.8%
7	3021	0.6%
8	2238	0.4%
9	1608	0.3%

Value	Count	Frequency (%)
83	1	< 0.1%
65	1	< 0.1%
63	1	< 0.1%
58	4	< 0.1%
55	1	< 0.1%
54	1	< 0.1%
52	2	< 0.1%
50	1	< 0.1%
49	2	< 0.1%
48	1	< 0.1%

NumConnectionsUnder
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.2 MiB

0	538440
1	172
2	8
3	3
4	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	538624
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	538440	> 99.9%
1	172	< 0.1%
2	8	< 0.1%
3	3	< 0.1%
4	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	538440	> 99.9%
1	172	< 0.1%
2	8	< 0.1%
3	3	< 0.1%
4	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	538440	> 99.9%
1	172	< 0.1%
2	8	< 0.1%
3	3	< 0.1%
4	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	538624	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	538440	> 99.9%
1	172	< 0.1%
2	8	< 0.1%
3	3	< 0.1%
4	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	538624	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	538440	> 99.9%
1	172	< 0.1%
2	8	< 0.1%
3	3	< 0.1%
4	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	538624	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	538440	> 99.9%
1	172	< 0.1%
2	8	< 0.1%
3	3	< 0.1%
4	1	< 0.1%

BoolBridle
Categorical

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.2 MiB

0	538624

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	538624
Distinct characters	1
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	538624	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	538624	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	538624	100.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	538624	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	538624	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	538624	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	538624	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	538624	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	538624	100.0%

gas_natural
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.2 MiB

1	519766
0	18858

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	538624
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	519766	96.5%
0	18858	3.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	519766	96.5%
0	18858	3.5%

Most occurring characters

Value	Count	Frequency (%)
1	519766	96.5%
0	18858	3.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	538624	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	519766	96.5%
0	18858	3.5%

Most occurring scripts

Value	Count	Frequency (%)
Common	538624	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	519766	96.5%
0	18858	3.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	538624	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	519766	96.5%
0	18858	3.5%

Province
Categorical

Distinct	37
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.2 MiB

barcelona	135071
valencia	52091
madrid	40315
girona	36831
tarragona	32633
Other values (32)	241683

Length

Max length	11
Median length	10
Mean length	7.8293652
Min length	4

Characters and Unicode

Total characters	4217084
Distinct characters	21
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	valencia
2nd row	barcelona
3rd row	valencia
4th row	valencia
5th row	barcelona

Common Values

Value	Count	Frequency (%)
barcelona	135071	25.1%
valencia	52091	9.7%
madrid	40315	7.5%
girona	36831	6.8%
tarragona	32633	6.1%
alicante	24149	4.5%
pontevedra	18992	3.5%
la coruna	18269	3.4%
sevilla	17342	3.2%
lleida	15756	2.9%
Other values (27)	147175	27.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
barcelona	135071	23.7%
valencia	52091	9.1%
madrid	40315	7.1%
girona	36831	6.5%
tarragona	32633	5.7%
la	25032	4.4%
alicante	24149	4.2%
pontevedra	18992	3.3%
coruna	18269	3.2%
sevilla	17342	3.0%
Other values (29)	169708	29.8%

Most occurring characters

Value	Count	Frequency (%)
a	914975	21.7%
l	444097	10.5%
r	370090	8.8%
n	363252	8.6%
o	350718	8.3%
e	350162	8.3%
c	273905	6.5%
i	225389	5.3%
d	193053	4.6%
b	155362	3.7%
Other values (11)	576081	13.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	4185275	99.2%
Space Separator	31809	0.8%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	914975	21.9%
l	444097	10.6%
r	370090	8.8%
n	363252	8.7%
o	350718	8.4%
e	350162	8.4%
c	273905	6.5%
i	225389	5.4%
d	193053	4.6%
b	155362	3.7%
Other values (10)	544272	13.0%

Space Separator

Value	Count	Frequency (%)
	31809	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	4185275	99.2%
Common	31809	0.8%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	914975	21.9%
l	444097	10.6%
r	370090	8.8%
n	363252	8.7%
o	350718	8.4%
e	350162	8.4%
c	273905	6.5%
i	225389	5.4%
d	193053	4.6%
b	155362	3.7%
Other values (10)	544272	13.0%

Common

Value	Count	Frequency (%)
	31809	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4217084	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	914975	21.7%
l	444097	10.5%
r	370090	8.8%
n	363252	8.6%
o	350718	8.3%
e	350162	8.3%
c	273905	6.5%
i	225389	5.3%
d	193053	4.6%
b	155362	3.7%
Other values (11)	576081	13.7%

Town
Categorical

Distinct	1548
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	8.2 MiB

madrid	25889
barcelona	20125
sant cugat del valles	10328
alicante/alacant	9099
valencia	8372
Other values (1543)	464811

Length

Max length	25
Median length	21
Mean length	10.601343
Min length	3

Characters and Unicode

Total characters	5710138
Distinct characters	28
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	108 ?
Unique (%)	< 0.1%

Sample

1st row	betera
2nd row	sabadell
3rd row	betera
4th row	betera
5th row	sabadell

Common Values

Value	Count	Frequency (%)
madrid	25889	4.8%
barcelona	20125	3.7%
sant cugat del valles	10328	1.9%
alicante/alacant	9099	1.7%
valencia	8372	1.6%
malaga	7908	1.5%
valladolid	6801	1.3%
mataro	6178	1.1%
coruna	5759	1.1%
burgos	5372	1.0%
Other values (1538)	432793	80.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
de	87643	10.1%
del	32810	3.8%
madrid	25889	3.0%
sant	23056	2.7%
la	21729	2.5%
barcelona	20125	2.3%
valles	18861	2.2%
cugat	10529	1.2%
llobregat	9366	1.1%
alicante/alacant	9099	1.0%
Other values (1721)	610685	70.2%

Most occurring characters

Value	Count	Frequency (%)
a	966554	16.9%
l	557296	9.8%
e	548801	9.6%
r	435081	7.6%
o	351349	6.2%
	331168	5.8%
n	308794	5.4%
d	308635	5.4%
i	282059	4.9%
s	271169	4.7%
Other values (18)	1349232	23.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	5351609	93.7%
Space Separator	331168	5.8%
Other Punctuation	20011	0.4%
Dash Punctuation	7350	0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	966554	18.1%
l	557296	10.4%
e	548801	10.3%
r	435081	8.1%
o	351349	6.6%
n	308794	5.8%
d	308635	5.8%
i	282059	5.3%
s	271169	5.1%
t	239508	4.5%
Other values (14)	1082363	20.2%

Other Punctuation

Value	Count	Frequency (%)
/	19014	95.0%
.	997	5.0%

Space Separator

Value	Count	Frequency (%)
	331168	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	7350	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	5351609	93.7%
Common	358529	6.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	966554	18.1%
l	557296	10.4%
e	548801	10.3%
r	435081	8.1%
o	351349	6.6%
n	308794	5.8%
d	308635	5.8%
i	282059	5.3%
s	271169	5.1%
t	239508	4.5%
Other values (14)	1082363	20.2%

Common

Value	Count	Frequency (%)
	331168	92.4%
/	19014	5.3%
-	7350	2.1%
.	997	0.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	5710138	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	966554	16.9%
l	557296	9.8%
e	548801	9.6%
r	435081	7.6%
o	351349	6.2%
	331168	5.8%
n	308794	5.4%
d	308635	5.4%
i	282059	4.9%
s	271169	4.7%
Other values (18)	1349232	23.6%

TownCount
Real number (ℝ)

Distinct	891
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9619.236

Minimum	1
Maximum	75616
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	8.2 MiB

Quantile statistics

Minimum	1
5-th percentile	257
Q1	1122
median	2267
Q3	7754
95-th percentile	58408
Maximum	75616
Range	75615
Interquartile range (IQR)	6632

Descriptive statistics

Standard deviation	18694.769
Coefficient of variation (CV)	1.9434775
Kurtosis	6.2332696
Mean	9619.236
Median Absolute Deviation (MAD)	1655
Skewness	2.7365682
Sum	5.1811514 × 10⁹
Variance	3.4949439 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
75616	25889	4.8%
58408	20125	3.7%
10864	10328	1.9%
13899	9099	1.7%
25405	8372	1.6%
16363	7908	1.5%
13369	6801	1.3%
7869	6178	1.1%
9570	5759	1.1%
8602	5372	1.0%
Other values (881)	432793	80.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	17	< 0.1%
2	24	< 0.1%
3	32	< 0.1%
4	36	< 0.1%
5	70	< 0.1%
6	54	< 0.1%
7	87	< 0.1%
8	50	< 0.1%
9	75	< 0.1%
10	51	< 0.1%

Value	Count	Frequency (%)
75616	25889	4.8%
58408	20125	3.7%
25405	8372	1.6%
22491	4253	0.8%
16573	551	0.1%
16363	7908	1.5%
15887	2109	0.4%
14213	3786	0.7%
13899	9099	1.7%
13369	6801	1.3%

Autonomía_Andalucía
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.2 MiB

0	485422
1	53202

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	538624
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	485422	90.1%
1	53202	9.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	485422	90.1%
1	53202	9.9%

Most occurring characters

Value	Count	Frequency (%)
0	485422	90.1%
1	53202	9.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	538624	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	485422	90.1%
1	53202	9.9%

Most occurring scripts

Value	Count	Frequency (%)
Common	538624	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	485422	90.1%
1	53202	9.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	538624	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	485422	90.1%
1	53202	9.9%

Autonomía_Aragón
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.2 MiB

0	537344
1	1280

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	538624
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	537344	99.8%
1	1280	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	537344	99.8%
1	1280	0.2%

Most occurring characters

Value	Count	Frequency (%)
0	537344	99.8%
1	1280	0.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	538624	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	537344	99.8%
1	1280	0.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	538624	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	537344	99.8%
1	1280	0.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	538624	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	537344	99.8%
1	1280	0.2%

Autonomía_Balears (Illes)
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.2 MiB

0	537370
1	1254

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	538624
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	537370	99.8%
1	1254	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	537370	99.8%
1	1254	0.2%

Most occurring characters

Value	Count	Frequency (%)
0	537370	99.8%
1	1254	0.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	538624	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	537370	99.8%
1	1254	0.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	538624	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	537370	99.8%
1	1254	0.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	538624	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	537370	99.8%
1	1254	0.2%

Autonomía_Castilla y León
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.2 MiB

0	484790
1	53834

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	538624
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	484790	90.0%
1	53834	10.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	484790	90.0%
1	53834	10.0%

Most occurring characters

Value	Count	Frequency (%)
0	484790	90.0%
1	53834	10.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	538624	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	484790	90.0%
1	53834	10.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	538624	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	484790	90.0%
1	53834	10.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	538624	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	484790	90.0%
1	53834	10.0%

Autonomía_Castilla-La Mancha
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.2 MiB

0	508229
1	30395

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	538624
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	508229	94.4%
1	30395	5.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	508229	94.4%
1	30395	5.6%

Most occurring characters

Value	Count	Frequency (%)
0	508229	94.4%
1	30395	5.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	538624	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	508229	94.4%
1	30395	5.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	538624	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	508229	94.4%
1	30395	5.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	538624	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	508229	94.4%
1	30395	5.6%

Autonomía_Cataluña
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.2 MiB

0	317033
1	221591

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	538624
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	0
4th row	0
5th row	1

Common Values

Value	Count	Frequency (%)
0	317033	58.9%
1	221591	41.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	317033	58.9%
1	221591	41.1%

Most occurring characters

Value	Count	Frequency (%)
0	317033	58.9%
1	221591	41.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	538624	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	317033	58.9%
1	221591	41.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	538624	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	317033	58.9%
1	221591	41.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	538624	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	317033	58.9%
1	221591	41.1%

Autonomía_Comunidad Valenciana
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.2 MiB

0	451758
1	86866

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	538624
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	1
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
0	451758	83.9%
1	86866	16.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	451758	83.9%
1	86866	16.1%

Most occurring characters

Value	Count	Frequency (%)
0	451758	83.9%
1	86866	16.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	538624	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	451758	83.9%
1	86866	16.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	538624	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	451758	83.9%
1	86866	16.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	538624	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	451758	83.9%
1	86866	16.1%

Autonomía_Extremadura
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.2 MiB

0	538266
1	358

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	538624
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	538266	99.9%
1	358	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	538266	99.9%
1	358	0.1%

Most occurring characters

Value	Count	Frequency (%)
0	538266	99.9%
1	358	0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	538624	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	538266	99.9%
1	358	0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	538624	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	538266	99.9%
1	358	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	538624	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	538266	99.9%
1	358	0.1%

Autonomía_Galicia
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.2 MiB

0	495647
1	42977

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	538624
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	495647	92.0%
1	42977	8.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	495647	92.0%
1	42977	8.0%

Most occurring characters

Value	Count	Frequency (%)
0	495647	92.0%
1	42977	8.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	538624	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	495647	92.0%
1	42977	8.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	538624	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	495647	92.0%
1	42977	8.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	538624	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	495647	92.0%
1	42977	8.0%

Autonomía_Madrid (Comunidad de)
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.2 MiB

0	498667
1	39957

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	538624
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	498667	92.6%
1	39957	7.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	498667	92.6%
1	39957	7.4%

Most occurring characters

Value	Count	Frequency (%)
0	498667	92.6%
1	39957	7.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	538624	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	498667	92.6%
1	39957	7.4%

Most occurring scripts

Value	Count	Frequency (%)
Common	538624	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	498667	92.6%
1	39957	7.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	538624	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	498667	92.6%
1	39957	7.4%

Autonomía_Navarra (Comunidad Foral de)
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.2 MiB

0	538477
1	147

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	538624
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	538477	> 99.9%
1	147	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	538477	> 99.9%
1	147	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	538477	> 99.9%
1	147	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	538624	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	538477	> 99.9%
1	147	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	538624	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	538477	> 99.9%
1	147	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	538624	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	538477	> 99.9%
1	147	< 0.1%

Autonomía_Rioja (La)
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.2 MiB

0	531861
1	6763

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	538624
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	531861	98.7%
1	6763	1.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	531861	98.7%
1	6763	1.3%

Most occurring characters

Value	Count	Frequency (%)
0	531861	98.7%
1	6763	1.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	538624	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	531861	98.7%
1	6763	1.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	538624	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	531861	98.7%
1	6763	1.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	538624	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	531861	98.7%
1	6763	1.3%

Material_Acrylonitrile-Butadiene-Styrene
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.2 MiB

0	483548
1	55076

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	538624
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	1
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
0	483548	89.8%
1	55076	10.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	483548	89.8%
1	55076	10.2%

Most occurring characters

Value	Count	Frequency (%)
0	483548	89.8%
1	55076	10.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	538624	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	483548	89.8%
1	55076	10.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	538624	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	483548	89.8%
1	55076	10.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	538624	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	483548	89.8%
1	55076	10.2%

Material_Copper
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.2 MiB

0	535366
1	3258

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	538624
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	535366	99.4%
1	3258	0.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	535366	99.4%
1	3258	0.6%

Most occurring characters

Value	Count	Frequency (%)
0	535366	99.4%
1	3258	0.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	538624	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	535366	99.4%
1	3258	0.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	538624	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	535366	99.4%
1	3258	0.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	538624	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	535366	99.4%
1	3258	0.6%

Material_Fiberglass
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.2 MiB

0	538615
1	9

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	538624
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	538615	> 99.9%
1	9	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	538615	> 99.9%
1	9	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	538615	> 99.9%
1	9	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	538624	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	538615	> 99.9%
1	9	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	538624	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	538615	> 99.9%
1	9	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	538624	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	538615	> 99.9%
1	9	< 0.1%

Material_Fiberglass-Reinforced Plastic
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.2 MiB

0	524606
1	14018

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	538624
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	524606	97.4%
1	14018	2.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	524606	97.4%
1	14018	2.6%

Most occurring characters

Value	Count	Frequency (%)
0	524606	97.4%
1	14018	2.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	538624	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	524606	97.4%
1	14018	2.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	538624	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	524606	97.4%
1	14018	2.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	538624	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	524606	97.4%
1	14018	2.6%

Material_Flexible Polyolefin
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.2 MiB

0	538620
1	4

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	538624
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	538620	> 99.9%
1	4	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	538620	> 99.9%
1	4	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	538620	> 99.9%
1	4	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	538624	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	538620	> 99.9%
1	4	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	538624	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	538620	> 99.9%
1	4	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	538624	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	538620	> 99.9%
1	4	< 0.1%

Material_Flexible Polyvinyl Chloride
Categorical

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.2 MiB

0	538624

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	538624
Distinct characters	1
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	538624	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	538624	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	538624	100.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	538624	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	538624	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	538624	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	538624	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	538624	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	538624	100.0%

Material_Polyamide
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.2 MiB

0	538611
1	13

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	538624
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	538611	> 99.9%
1	13	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	538611	> 99.9%
1	13	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	538611	> 99.9%
1	13	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	538624	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	538611	> 99.9%
1	13	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	538624	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	538611	> 99.9%
1	13	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	538624	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	538611	> 99.9%
1	13	< 0.1%

Material_Polyethylene
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.2 MiB

1	459662
0	78962

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	538624
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	0
4th row	0
5th row	1

Common Values

Value	Count	Frequency (%)
1	459662	85.3%
0	78962	14.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	459662	85.3%
0	78962	14.7%

Most occurring characters

Value	Count	Frequency (%)
1	459662	85.3%
0	78962	14.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	538624	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	459662	85.3%
0	78962	14.7%

Most occurring scripts

Value	Count	Frequency (%)
Common	538624	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	459662	85.3%
0	78962	14.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	538624	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	459662	85.3%
0	78962	14.7%

Material_Polypropylene
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.2 MiB

0	532755
1	5869

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	538624
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	532755	98.9%
1	5869	1.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	532755	98.9%
1	5869	1.1%

Most occurring characters

Value	Count	Frequency (%)
0	532755	98.9%
1	5869	1.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	538624	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	532755	98.9%
1	5869	1.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	538624	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	532755	98.9%
1	5869	1.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	538624	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	532755	98.9%
1	5869	1.1%

Material_Polyvinylidene Fluoride
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.2 MiB

0	538612
1	12

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	538624
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	538612	> 99.9%
1	12	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	538612	> 99.9%
1	12	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	538612	> 99.9%
1	12	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	538624	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	538612	> 99.9%
1	12	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	538624	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	538612	> 99.9%
1	12	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	538624	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	538612	> 99.9%
1	12	< 0.1%

Material_Zinc-Coated Steel
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.2 MiB

0	537921
1	703

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	538624
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	537921	99.9%
1	703	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	537921	99.9%
1	703	0.1%

Most occurring characters

Value	Count	Frequency (%)
0	537921	99.9%
1	703	0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	538624	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	537921	99.9%
1	703	0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	538624	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	537921	99.9%
1	703	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	538624	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	537921	99.9%
1	703	0.1%

Auto

Heatmap
Table

	PipeId	Inspections	Risk_S*I/Inspections	leakage_estimate_factor	InspectionYear	MonthsLastRev	Risk_S*I	YearBuilt	Diameter	Length	Pressure	NumConnections	TownCount	No_Incidents	InspectionDay	Severity	Incidence	NumConnectionsUnder	gas_natural	Province	Autonomía_Andalucía	Autonomía_Aragón	Autonomía_Balears (Illes)	Autonomía_Castilla y León	Autonomía_Castilla-La Mancha	Autonomía_Cataluña	Autonomía_Comunidad Valenciana	Autonomía_Extremadura	Autonomía_Galicia	Autonomía_Madrid (Comunidad de)	Autonomía_Navarra (Comunidad Foral de)	Autonomía_Rioja (La)	Material_Acrylonitrile-Butadiene-Styrene	Material_Copper	Material_Fiberglass	Material_Fiberglass-Reinforced Plastic	Material_Flexible Polyolefin	Material_Polyamide	Material_Polyethylene	Material_Polypropylene	Material_Polyvinylidene Fluoride	Material_Zinc-Coated Steel
PipeId	1.000	0.309	-0.041	-0.040	-0.053	0.112	-0.041	-0.008	0.166	-0.029	0.001	-0.069	0.045	0.027	0.038	0.023	0.035	0.012	0.327	0.297	0.245	0.030	0.040	0.451	0.244	0.490	0.178	0.043	0.310	0.272	0.032	0.118	0.119	0.132	0.005	0.158	0.004	0.006	0.124	0.301	0.002	0.061
Inspections	0.309	1.000	-0.021	-0.020	0.491	-0.124	-0.021	-0.439	0.127	0.248	-0.167	0.147	0.249	0.020	0.031	0.035	0.060	0.008	0.356	0.165	0.117	0.082	0.067	0.139	0.135	0.191	0.104	0.035	0.131	0.264	0.034	0.060	0.138	0.121	0.006	0.072	0.005	0.011	0.164	0.223	0.010	0.078
Risk_S*I/Inspections	-0.041	-0.021	1.000	0.994	0.001	-0.052	1.000	-0.012	-0.033	0.061	-0.020	0.092	0.021	0.613	0.005	0.616	0.748	0.000	0.155	0.039	0.024	0.005	0.002	0.019	0.013	0.028	0.019	0.075	0.020	0.096	0.000	0.007	0.009	0.104	0.082	0.059	0.074	0.182	0.046	0.025	0.134	0.050
leakage_estimate_factor	-0.040	-0.020	0.994	1.000	0.003	-0.050	0.995	-0.012	-0.033	0.061	-0.020	0.093	0.021	0.449	0.002	0.411	0.627	0.000	0.125	0.024	0.018	0.008	0.016	0.013	0.011	0.014	0.014	0.049	0.014	0.053	0.003	0.005	0.013	0.081	0.056	0.035	0.123	0.120	0.039	0.017	0.160	0.045
InspectionYear	-0.053	0.491	0.001	0.003	1.000	-0.087	0.001	-0.067	-0.020	0.414	-0.097	0.239	0.063	0.019	0.032	0.046	0.075	0.000	0.047	0.129	0.125	0.038	0.017	0.119	0.057	0.152	0.080	0.079	0.046	0.077	0.034	0.030	0.147	0.040	0.048	0.032	0.024	0.017	0.113	0.033	0.011	0.014
MonthsLastRev	0.112	-0.124	-0.052	-0.050	-0.087	1.000	-0.052	-0.073	0.075	-0.047	0.050	-0.070	-0.080	0.015	0.020	0.029	0.048	0.000	0.087	0.135	0.097	0.088	0.044	0.090	0.103	0.067	0.088	0.015	0.068	0.123	0.034	0.045	0.368	0.042	0.004	0.025	0.000	0.000	0.306	0.200	0.000	0.013
Risk_S*I	-0.041	-0.021	1.000	0.995	0.001	-0.052	1.000	-0.013	-0.033	0.061	-0.020	0.092	0.021	0.997	0.002	0.415	0.702	0.000	0.093	0.037	0.005	0.003	0.000	0.018	0.009	0.010	0.018	0.041	0.016	0.089	0.000	0.007	0.007	0.071	0.068	0.045	0.061	0.136	0.043	0.024	0.130	0.024
YearBuilt	-0.008	-0.439	-0.012	-0.012	-0.067	-0.073	-0.013	1.000	-0.155	-0.038	0.224	-0.047	-0.394	0.048	0.021	0.080	0.132	0.004	0.214	0.155	0.137	0.026	0.026	0.095	0.105	0.254	0.156	0.029	0.099	0.072	0.004	0.043	0.109	0.084	0.035	0.427	0.014	0.042	0.256	0.131	0.026	0.037
Diameter	0.166	0.127	-0.033	-0.033	-0.020	0.075	-0.033	-0.155	1.000	0.035	-0.222	-0.207	0.158	0.023	0.024	0.020	0.031	0.003	0.285	0.180	0.090	0.204	0.032	0.165	0.068	0.082	0.165	0.035	0.029	0.154	0.011	0.069	0.354	0.134	0.004	0.226	0.003	0.002	0.371	0.055	0.003	0.046
Length	-0.029	0.248	0.061	0.061	0.414	-0.047	0.061	-0.038	0.035	1.000	0.059	0.515	-0.045	0.000	0.002	0.000	0.000	0.000	0.000	0.014	0.009	0.000	0.000	0.000	0.000	0.002	0.000	0.000	0.000	0.000	0.000	0.000	0.010	0.000	0.000	0.000	0.000	0.000	0.008	0.000	0.000	0.000
Pressure	0.001	-0.167	-0.020	-0.020	-0.097	0.050	-0.020	0.224	-0.222	0.059	1.000	-0.135	-0.244	0.009	0.043	0.005	0.010	0.000	0.058	0.183	0.045	0.147	0.014	0.071	0.138	0.115	0.047	0.007	0.138	0.059	0.036	0.052	0.876	0.023	0.000	0.049	0.000	0.000	0.713	0.031	0.000	0.010
NumConnections	-0.069	0.147	0.092	0.093	0.239	-0.070	0.092	-0.047	-0.207	0.515	-0.135	1.000	0.028	0.050	0.005	0.025	0.043	0.067	0.059	0.018	0.019	0.000	0.003	0.002	0.014	0.010	0.017	0.024	0.007	0.011	0.000	0.004	0.036	0.034	0.000	0.008	0.000	0.000	0.022	0.013	0.000	0.003
TownCount	0.045	0.249	0.021	0.021	0.063	-0.080	0.021	-0.394	0.158	-0.045	-0.244	0.028	1.000	0.034	0.060	0.018	0.024	0.003	0.109	0.531	0.416	0.029	0.029	0.147	0.146	0.323	0.321	0.015	0.128	0.796	0.009	0.067	0.069	0.040	0.018	0.356	0.012	0.016	0.127	0.029	0.003	0.018
No_Incidents	0.027	0.020	0.613	0.449	0.019	0.015	0.997	0.048	0.023	0.000	0.009	0.050	0.034	1.000	0.003	0.324	0.557	0.000	0.088	0.049	0.002	0.000	0.002	0.018	0.007	0.010	0.018	0.038	0.016	0.089	0.000	0.008	0.001	0.070	0.031	0.047	0.031	0.056	0.041	0.000	0.054	0.022
InspectionDay	0.038	0.031	0.005	0.002	0.032	0.020	0.002	0.021	0.024	0.002	0.043	0.005	0.060	0.003	1.000	0.002	0.004	0.002	0.026	0.138	0.164	0.032	0.059	0.040	0.049	0.091	0.030	0.014	0.057	0.055	0.035	0.036	0.033	0.019	0.000	0.023	0.000	0.000	0.034	0.022	0.000	0.016
Severity	0.023	0.035	0.616	0.411	0.046	0.029	0.415	0.080	0.020	0.000	0.005	0.025	0.018	0.324	0.002	1.000	1.000	0.000	0.089	0.036	0.007	0.002	0.000	0.011	0.006	0.023	0.011	0.003	0.009	0.056	0.000	0.005	0.003	0.045	0.060	0.043	0.069	0.123	0.035	0.014	0.095	0.020
Incidence	0.035	0.060	0.748	0.627	0.075	0.048	0.702	0.132	0.031	0.000	0.010	0.043	0.024	0.557	0.004	1.000	1.000	0.000	0.077	0.053	0.006	0.002	0.000	0.011	0.000	0.002	0.011	0.002	0.009	0.050	0.000	0.005	0.003	0.038	0.050	0.030	0.048	0.095	0.034	0.014	0.091	0.016
NumConnectionsUnder	0.012	0.008	0.000	0.000	0.000	0.000	0.000	0.004	0.003	0.000	0.000	0.067	0.003	0.000	0.002	0.000	0.000	1.000	0.004	0.011	0.006	0.000	0.000	0.000	0.002	0.007	0.006	0.000	0.000	0.002	0.000	0.008	0.003	0.012	0.000	0.000	0.000	0.000	0.005	0.025	0.000	0.000
gas_natural	0.327	0.356	0.155	0.125	0.047	0.087	0.093	0.214	0.285	0.000	0.058	0.059	0.109	0.088	0.026	0.089	0.077	0.004	1.000	0.268	0.043	0.085	0.009	0.020	0.004	0.054	0.081	0.011	0.029	0.101	0.033	0.020	0.041	0.259	0.000	0.031	0.000	0.000	0.022	0.007	0.000	0.165
Province	0.297	0.165	0.039	0.024	0.129	0.135	0.037	0.155	0.180	0.014	0.183	0.018	0.531	0.049	0.138	0.036	0.053	0.011	0.268	1.000	1.000	1.000	0.147	1.000	1.000	0.995	0.983	0.090	0.998	0.995	0.088	1.000	0.193	0.120	0.012	0.193	0.005	0.002	0.182	0.083	0.000	0.057
Autonomía_Andalucía	0.245	0.117	0.024	0.018	0.125	0.097	0.005	0.137	0.090	0.009	0.045	0.019	0.416	0.002	0.164	0.007	0.006	0.006	0.043	1.000	1.000	0.016	0.016	0.110	0.081	0.277	0.145	0.008	0.097	0.094	0.005	0.037	0.020	0.028	0.000	0.034	0.000	0.000	0.009	0.055	0.000	0.017
Autonomía_Aragón	0.030	0.082	0.005	0.008	0.038	0.088	0.003	0.026	0.204	0.000	0.147	0.000	0.029	0.000	0.032	0.002	0.002	0.000	0.085	1.000	0.016	1.000	0.001	0.016	0.012	0.041	0.021	0.000	0.014	0.014	0.000	0.005	0.075	0.000	0.000	0.008	0.000	0.000	0.060	0.002	0.000	0.000
Autonomía_Balears (Illes)	0.040	0.067	0.002	0.016	0.017	0.044	0.000	0.026	0.032	0.000	0.014	0.003	0.029	0.002	0.059	0.000	0.000	0.000	0.009	0.147	0.016	0.001	1.000	0.016	0.012	0.040	0.021	0.000	0.014	0.014	0.000	0.005	0.015	0.003	0.000	0.008	0.000	0.000	0.018	0.003	0.000	0.000
Autonomía_Castilla y León	0.451	0.139	0.019	0.013	0.119	0.090	0.018	0.095	0.165	0.000	0.071	0.002	0.147	0.018	0.040	0.011	0.011	0.000	0.020	1.000	0.110	0.016	0.016	1.000	0.081	0.279	0.146	0.008	0.098	0.094	0.005	0.038	0.005	0.006	0.000	0.054	0.000	0.000	0.027	0.017	0.000	0.006
Autonomía_Castilla-La Mancha	0.244	0.135	0.013	0.011	0.057	0.103	0.009	0.105	0.068	0.000	0.138	0.014	0.146	0.007	0.049	0.006	0.000	0.002	0.004	1.000	0.081	0.012	0.012	0.081	1.000	0.204	0.107	0.006	0.072	0.069	0.004	0.028	0.007	0.019	0.000	0.040	0.000	0.000	0.013	0.018	0.000	0.009
Autonomía_Cataluña	0.490	0.191	0.028	0.014	0.152	0.067	0.010	0.254	0.082	0.002	0.115	0.010	0.323	0.010	0.091	0.023	0.002	0.007	0.054	0.995	0.277	0.041	0.040	0.279	0.204	1.000	0.367	0.021	0.246	0.237	0.014	0.094	0.021	0.051	0.003	0.118	0.001	0.005	0.019	0.010	0.004	0.025
Autonomía_Comunidad Valenciana	0.178	0.104	0.019	0.014	0.080	0.088	0.018	0.156	0.165	0.000	0.047	0.017	0.321	0.018	0.030	0.011	0.011	0.006	0.081	0.983	0.145	0.021	0.021	0.146	0.107	0.367	1.000	0.011	0.129	0.124	0.007	0.049	0.026	0.028	0.000	0.052	0.000	0.001	0.061	0.028	0.001	0.013
Autonomía_Extremadura	0.043	0.035	0.075	0.049	0.079	0.015	0.041	0.029	0.035	0.000	0.007	0.024	0.015	0.038	0.014	0.003	0.002	0.000	0.011	0.090	0.008	0.000	0.000	0.008	0.006	0.021	0.011	1.000	0.007	0.007	0.000	0.002	0.008	0.181	0.000	0.004	0.000	0.000	0.030	0.002	0.000	0.000
Autonomía_Galicia	0.310	0.131	0.020	0.014	0.046	0.068	0.016	0.099	0.029	0.000	0.138	0.007	0.128	0.016	0.057	0.009	0.009	0.000	0.029	0.998	0.097	0.014	0.014	0.098	0.072	0.246	0.129	0.007	1.000	0.083	0.004	0.033	0.072	0.018	0.000	0.048	0.000	0.000	0.049	0.011	0.000	0.019
Autonomía_Madrid (Comunidad de)	0.272	0.264	0.096	0.053	0.077	0.123	0.089	0.072	0.154	0.000	0.059	0.011	0.796	0.089	0.055	0.056	0.050	0.002	0.101	0.995	0.094	0.014	0.014	0.094	0.069	0.237	0.124	0.007	0.083	1.000	0.004	0.032	0.015	0.061	0.014	0.049	0.008	0.000	0.048	0.010	0.000	0.024
Autonomía_Navarra (Comunidad Foral de)	0.032	0.034	0.000	0.003	0.034	0.034	0.000	0.004	0.011	0.000	0.036	0.000	0.009	0.000	0.035	0.000	0.000	0.000	0.033	0.088	0.005	0.000	0.000	0.005	0.004	0.014	0.007	0.000	0.004	0.004	1.000	0.000	0.026	0.004	0.000	0.002	0.000	0.000	0.022	0.000	0.000	0.000
Autonomía_Rioja (La)	0.118	0.060	0.007	0.005	0.030	0.045	0.007	0.043	0.069	0.000	0.052	0.004	0.067	0.008	0.036	0.005	0.005	0.008	0.020	1.000	0.037	0.005	0.005	0.038	0.028	0.094	0.049	0.002	0.033	0.032	0.000	1.000	0.004	0.008	0.000	0.018	0.000	0.000	0.014	0.002	0.000	0.004
Material_Acrylonitrile-Butadiene-Styrene	0.119	0.138	0.009	0.013	0.147	0.368	0.007	0.109	0.354	0.010	0.876	0.036	0.069	0.001	0.033	0.003	0.003	0.003	0.041	0.193	0.020	0.075	0.015	0.005	0.007	0.021	0.026	0.008	0.072	0.015	0.026	0.004	1.000	0.026	0.000	0.055	0.000	0.000	0.814	0.035	0.000	0.012
Material_Copper	0.132	0.121	0.104	0.081	0.040	0.042	0.071	0.084	0.134	0.000	0.023	0.034	0.040	0.070	0.019	0.045	0.038	0.012	0.259	0.120	0.028	0.000	0.003	0.006	0.019	0.051	0.028	0.181	0.018	0.061	0.004	0.008	0.026	1.000	0.000	0.013	0.000	0.000	0.188	0.008	0.000	0.002
Material_Fiberglass	0.005	0.006	0.082	0.056	0.048	0.004	0.068	0.035	0.004	0.000	0.000	0.000	0.018	0.031	0.000	0.060	0.050	0.000	0.000	0.012	0.000	0.000	0.000	0.000	0.000	0.003	0.000	0.000	0.000	0.014	0.000	0.000	0.000	0.000	1.000	0.000	0.000	0.000	0.009	0.000	0.000	0.000
Material_Fiberglass-Reinforced Plastic	0.158	0.072	0.059	0.035	0.032	0.025	0.045	0.427	0.226	0.000	0.049	0.008	0.356	0.047	0.023	0.043	0.030	0.000	0.031	0.193	0.034	0.008	0.008	0.054	0.040	0.118	0.052	0.004	0.048	0.049	0.002	0.018	0.055	0.013	0.000	1.000	0.000	0.000	0.394	0.017	0.000	0.006
Material_Flexible Polyolefin	0.004	0.005	0.074	0.123	0.024	0.000	0.061	0.014	0.003	0.000	0.000	0.000	0.012	0.031	0.000	0.069	0.048	0.000	0.000	0.005	0.000	0.000	0.000	0.000	0.000	0.001	0.000	0.000	0.000	0.008	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.000	0.005	0.000	0.000	0.000
Material_Polyamide	0.006	0.011	0.182	0.120	0.017	0.000	0.136	0.042	0.002	0.000	0.000	0.000	0.016	0.056	0.000	0.123	0.095	0.000	0.000	0.002	0.000	0.000	0.000	0.000	0.000	0.005	0.001	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.011	0.000	0.000	0.000
Material_Polyethylene	0.124	0.164	0.046	0.039	0.113	0.306	0.043	0.256	0.371	0.008	0.713	0.022	0.127	0.041	0.034	0.035	0.034	0.005	0.022	0.182	0.009	0.060	0.018	0.027	0.013	0.019	0.061	0.030	0.049	0.048	0.022	0.014	0.814	0.188	0.009	0.394	0.005	0.011	1.000	0.253	0.011	0.087
Material_Polypropylene	0.301	0.223	0.025	0.017	0.033	0.200	0.024	0.131	0.055	0.000	0.031	0.013	0.029	0.000	0.022	0.014	0.014	0.025	0.007	0.083	0.055	0.002	0.003	0.017	0.018	0.010	0.028	0.002	0.011	0.010	0.000	0.002	0.035	0.008	0.000	0.017	0.000	0.000	0.253	1.000	0.000	0.003
Material_Polyvinylidene Fluoride	0.002	0.010	0.134	0.160	0.011	0.000	0.130	0.026	0.003	0.000	0.000	0.000	0.003	0.054	0.000	0.095	0.091	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.004	0.001	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.011	0.000	1.000	0.000
Material_Zinc-Coated Steel	0.061	0.078	0.050	0.045	0.014	0.013	0.024	0.037	0.046	0.000	0.010	0.003	0.018	0.022	0.016	0.020	0.016	0.000	0.165	0.057	0.017	0.000	0.000	0.006	0.009	0.025	0.013	0.000	0.019	0.024	0.000	0.004	0.012	0.002	0.000	0.006	0.000	0.000	0.087	0.003	0.000	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	PipeId	Inspections	InspectionDay	InspectionYear	InspectionDate	MonthsLastRev	Severity	YearBuilt	Diameter	Length	Pressure	NumConnections	gas_natural	Province	Town	TownCount	Autonomía_Cataluña	Autonomía_Comunidad Valenciana	Material_Acrylonitrile-Butadiene-Styrene	Material_Polyethylene
0	56922465	1	Thursday	2020	2020-12-31	24	4	1993	63.0	1.778	4.000	0	1	valencia	betera	2250	0	1	0	1
1	188341482	6	Thursday	2021	2020-12-31	23	4	1995	200.0	34.960	0.025	0	1	barcelona	sabadell	15887	1	0	0	1
2	189485681	6	Thursday	2020	2020-12-31	23	4	1950	50.8	16.423	4.000	0	1	valencia	betera	2250	0	1	1	0
3	189485654	6	Thursday	2020	2020-12-31	23	4	1950	50.8	11.443	4.000	0	1	valencia	betera	2250	0	1	1	0
4	274990283	6	Thursday	2021	2020-12-31	23	4	2005	160.0	10.377	0.025	0	1	barcelona	sabadell	15887	1	0	0	1
5	274925411	6	Thursday	2021	2020-12-31	23	4	2005	200.0	13.497	0.025	1	1	barcelona	sabadell	15887	1	0	0	1
6	189538742	6	Thursday	2020	2020-12-31	23	4	1950	50.8	52.957	4.000	0	1	valencia	betera	2250	0	1	1	0
7	274990929	6	Thursday	2021	2020-12-31	23	4	1995	200.0	3.470	0.025	0	1	barcelona	sabadell	15887	1	0	0	1
8	188341464	6	Thursday	2021	2020-12-31	23	4	1995	200.0	1.373	0.025	0	1	barcelona	sabadell	15887	1	0	0	1
9	189215318	6	Thursday	2021	2020-12-31	23	4	2000	250.0	8.930	0.025	0	1	barcelona	sabadell	15887	1	0	0	1

	PipeId	Inspections	InspectionDay	InspectionYear	InspectionDate	MonthsLastRev	Severity	YearBuilt	Diameter	Length	Pressure	gas_natural	Province	Town	TownCount	Autonomía_Cataluña	Autonomía_Comunidad Valenciana	Material_Polyethylene
1436382	333980653	1	Friday	2010	2010-10-08	24	4	2008	160.0	0.600	0.15	1	tarragona	calafell	3687	1	0	1
1436383	333980637	1	Friday	2010	2010-10-08	24	4	2008	160.0	0.601	0.15	1	tarragona	calafell	3687	1	0	1
1436384	190852729	1	Friday	2010	2010-10-08	24	4	2004	90.0	0.501	0.15	1	tarragona	calafell	3687	1	0	1
1436385	331062012	1	Wednesday	2010	2010-10-06	24	4	2008	90.0	1.000	0.15	1	tarragona	calafell	3687	1	0	1
1436386	333980664	1	Wednesday	2010	2010-10-06	24	4	2008	160.0	0.601	0.15	1	tarragona	calafell	3687	1	0	1
1436387	189142507	1	Wednesday	2010	2010-10-06	24	4	2000	110.0	0.694	0.15	1	tarragona	amposta	1889	1	0	1
1436388	189141476	1	Tuesday	2010	2010-10-05	24	4	2000	110.0	1.188	0.15	1	tarragona	calafell	3687	1	0	1
1436389	324551020	1	Tuesday	2010	2010-10-05	24	4	2008	110.0	0.802	0.10	1	barcelona	sentmenat	1311	1	0	1
1436390	190908195	1	Tuesday	2010	2010-10-05	24	4	2004	200.0	0.999	0.15	1	alicante	alicante/alacant	13899	0	1	1
1436391	340613298	1	Friday	2010	2010-10-01	21	4	2009	90.0	1.101	0.15	1	tarragona	calafell	3687	1	0	1

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block